{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "## You are using the Python ARM Radar Toolkit (Py-ART), an open source\n",
      "## library for working with weather radar data. Py-ART is partly\n",
      "## supported by the U.S. Department of Energy as part of the Atmospheric\n",
      "## Radiation Measurement (ARM) Climate Research Facility, an Office of\n",
      "## Science user facility.\n",
      "##\n",
      "## If you use this software to prepare a publication, please cite:\n",
      "##\n",
      "##     JJ Helmus and SM Collis, JORS 2016, doi: 10.5334/jors.119\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\27455\\appdata\\local\\programs\\python\\python37\\lib\\site-packages\\pyart\\graph\\cm.py:104: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
      "  if 'red' in spec:\n",
      "c:\\users\\27455\\appdata\\local\\programs\\python\\python37\\lib\\site-packages\\pyart\\graph\\cm_colorblind.py:32: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
      "  if 'red' in spec:\n"
     ]
    }
   ],
   "source": [
    "import cinrad\n",
    "import pyart"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Read data**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "f = cinrad.io.StandardData('Z_RADR_I_Z9200_20190517181200_O_DOR_SAD_CAP_FMT.BIN.BZ2')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Convert to pyart.core.Radar**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\27455\\appdata\\local\\programs\\python\\python37\\lib\\site-packages\\cinrad\\io\\level2.py:650: RuntimeWarning: Empty data\n",
      "  warnings.warn(\"Empty data\", RuntimeWarning)\n"
     ]
    }
   ],
   "source": [
    "from cinrad.io.export import standard_data_to_pyart\n",
    "radar = standard_data_to_pyart(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<pyart.core.radar.Radar object at 0x0000020A9048C550>\n"
     ]
    }
   ],
   "source": [
    "print(radar)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "display = pyart.graph.RadarDisplay(radar)\n",
    "fig = plt.figure(figsize=(10, 10))\n",
    "\n",
    "ax = fig.add_subplot(221)\n",
    "display.plot('velocity', 1, ax=ax, title='Doppler Velocity',\n",
    "             colorbar_label='',\n",
    "             axislabels=('', 'North South distance from radar (km)'))\n",
    "display.set_limits((-300, 300), (-300, 300), ax=ax)\n",
    "\n",
    "ax = fig.add_subplot(222)\n",
    "display.plot('differential_reflectivity', 0, ax=ax,\n",
    "             title='Differential Reflectivity', colorbar_label='',\n",
    "             axislabels=('', ''))\n",
    "display.set_limits((-300, 300), (-300, 300), ax=ax)\n",
    "\n",
    "ax = fig.add_subplot(223)\n",
    "display.plot('differential_phase', 0, ax=ax,\n",
    "             title='Differential Phase', colorbar_label='')\n",
    "display.set_limits((-300, 300), (-300, 300), ax=ax)\n",
    "\n",
    "ax = fig.add_subplot(224)\n",
    "display.plot('cross_correlation_ratio', 0, ax=ax,\n",
    "             title='Correlation Coefficient', colorbar_label='',\n",
    "             axislabels=('East West distance from radar (km)', ''))\n",
    "display.set_limits((-300, 300), (-300, 300), ax=ax)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
